Brier score [1]} and NLL are strictly proper scoring rules [2]}, [3]}. It has been shown that strictly proper scoring rules decompose into calibration and refinement components [4]}, [5]}. The presence of the refinement component describes the utility of the calibration approach. However, the implicit combination of the two can conceal the area of improvement.
